Pith sign in
Pith Number

pith:QRWO2VQG

pith:2023:QRWO2VQGLOE3YY2RR77IZETGGB
not attested not anchored not stored refs pending

Impact of Label Types on Training SWIN Models with Overhead Imagery

Benjamin Cheng, Jesse Lew, Kenneth Hutchison, Kyle Jackson, Nicholas Felts, Ryan Ford

arxiv:2310.07572 v1 · 2023-10-11 · cs.CV

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\usepackage{pith}
\pithnumber{QRWO2VQGLOE3YY2RR77IZETGGB}

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Record completeness

1 Bitcoin timestamp
2 Internet Archive
3 Author claim open · sign in to claim
4 Citations open
5 Replications open
Portable graph bundle live · download bundle · merged state
The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.
Receipt and verification
First computed 2026-07-05T06:59:47.291277Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

846ced56065b89bc63518ffe8c92663071ad49f57fc584bb3ee6e40c7b2ef033

Aliases

arxiv: 2310.07572 · arxiv_version: 2310.07572v1 · doi: 10.48550/arxiv.2310.07572 · pith_short_12: QRWO2VQGLOE3 · pith_short_16: QRWO2VQGLOE3YY2R · pith_short_8: QRWO2VQG
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/QRWO2VQGLOE3YY2RR77IZETGGB \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 846ced56065b89bc63518ffe8c92663071ad49f57fc584bb3ee6e40c7b2ef033
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "2d29f9e19e912f32b54c4d22eeda94040823ce9a55903ac408058111c70173db",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2023-10-11T15:14:54Z",
    "title_canon_sha256": "a56c07174ec534cfc1c038d7f5cf8109a36d2e6392ee231b111dc283e8ec5de6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.07572",
    "kind": "arxiv",
    "version": 1
  }
}